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ML Tools for Physics at Colliders

10 Oct 2024, 13:00 → 11 Oct 2024, 13:00 Europe/Zurich

354/1-016 (CERN)

354/1-016

CERN

Thursday 10 October
- Thu 10 Oct
- Fri 11 Oct
- 13:00 → 17:00
  Transformers: Transformers - intro
  
  Convener: Davide Valsecchi (ETH Zurich (CH))
  
  2024-10-10 ML Tools for Precision Physics - part 1.pdf
  - 13:00
    
    Transformers - intro 1h
    
    Speaker: Davide Valsecchi (ETH Zurich (CH))
  - 14:00
    
    Full particles regression 1h
    
    Speaker: Davide Valsecchi (ETH Zurich (CH))
  - 15:00
    
    Regressions tip and tricks 1h
    
    Speaker: Davide Valsecchi (ETH Zurich (CH))
  - 16:00
    
    Constrained loss minimization with MDMM 1h
    
    Speaker: Davide Valsecchi (ETH Zurich (CH))
Friday 11 October
- Thu 10 Oct
- Fri 11 Oct
- 09:00 → 13:00
  Generative models and probabilistic ML
  
  Convener: Davide Valsecchi (ETH Zurich (CH))
  
  2024-10-11 ML Tools for Precision Physics - part 2.pdf
  - 09:00
    
    Introduction to Normalizing Flows 1h 25m
    
    Speaker: Davide Valsecchi (ETH Zurich (CH))
  - 10:25
    
    Normalizing Flows for event boost conditional probability 1h 35m
    
    Speaker: Davide Valsecchi (ETH Zurich (CH))
  - 12:00
    
    Normalizing Flows for neutrinos generation in WW 1h
    
    Speaker: Davide Valsecchi (ETH Zurich (CH))